{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 12 columns):\n",
      "PassengerId    891 non-null int64\n",
      "Survived       891 non-null int64\n",
      "Pclass         891 non-null int64\n",
      "Name           891 non-null object\n",
      "Sex            891 non-null object\n",
      "Age            714 non-null float64\n",
      "SibSp          891 non-null int64\n",
      "Parch          891 non-null int64\n",
      "Ticket         891 non-null object\n",
      "Fare           891 non-null float64\n",
      "Cabin          204 non-null object\n",
      "Embarked       889 non-null object\n",
      "dtypes: float64(2), int64(5), object(5)\n",
      "memory usage: 83.6+ KB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# import the train dataset and see the information of the train data\n",
    "data = pd.read_csv(\"./data/train.csv\")\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
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       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
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       "      <th>SibSp</th>\n",
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       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
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       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
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       "      <td>Heikkinen, Miss. Laina</td>\n",
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       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
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       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Moran, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330877</td>\n",
       "      <td>8.4583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17463</td>\n",
       "      <td>51.8625</td>\n",
       "      <td>E46</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Palsson, Master. Gosta Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>349909</td>\n",
       "      <td>21.0750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>347742</td>\n",
       "      <td>11.1333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Nasser, Mrs. Nicholas (Adele Achem)</td>\n",
       "      <td>female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>237736</td>\n",
       "      <td>30.0708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
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      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "5            6         0       3   \n",
       "6            7         0       1   \n",
       "7            8         0       3   \n",
       "8            9         1       3   \n",
       "9           10         1       2   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "5                                   Moran, Mr. James    male   NaN      0   \n",
       "6                            McCarthy, Mr. Timothy J    male  54.0      0   \n",
       "7                     Palsson, Master. Gosta Leonard    male   2.0      3   \n",
       "8  Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)  female  27.0      0   \n",
       "9                Nasser, Mrs. Nicholas (Adele Achem)  female  14.0      1   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  \n",
       "5      0            330877   8.4583   NaN        Q  \n",
       "6      0             17463  51.8625   E46        S  \n",
       "7      1            349909  21.0750   NaN        S  \n",
       "8      2            347742  11.1333   NaN        S  \n",
       "9      0            237736  30.0708   NaN        C  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show a few of the dataset\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <td>6</td>\n",
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       "      <td>Moran, Mr. James</td>\n",
       "      <td>1</td>\n",
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       "      <td>7</td>\n",
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       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>1</td>\n",
       "      <td>54.0</td>\n",
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       "      <td>8</td>\n",
       "      <td>0</td>\n",
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       "      <td>Palsson, Master. Gosta Leonard</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
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       "      <td>9</td>\n",
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       "      <td>Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)</td>\n",
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      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "5            6         0       3   \n",
       "6            7         0       1   \n",
       "7            8         0       3   \n",
       "8            9         1       3   \n",
       "9           10         1       2   \n",
       "\n",
       "                                                Name  Sex   Age  SibSp  Parch  \\\n",
       "0                            Braund, Mr. Owen Harris    1  22.0      1      0   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...    0  38.0      1      0   \n",
       "2                             Heikkinen, Miss. Laina    0  26.0      0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)    0  35.0      1      0   \n",
       "4                           Allen, Mr. William Henry    1  35.0      0      0   \n",
       "5                                   Moran, Mr. James    1   0.0      0      0   \n",
       "6                            McCarthy, Mr. Timothy J    1  54.0      0      0   \n",
       "7                     Palsson, Master. Gosta Leonard    1   2.0      3      1   \n",
       "8  Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)    0  27.0      0      2   \n",
       "9                Nasser, Mrs. Nicholas (Adele Achem)    0  14.0      1      0   \n",
       "\n",
       "             Ticket     Fare Cabin Embarked  \n",
       "0         A/5 21171   7.2500     0        S  \n",
       "1          PC 17599  71.2833   C85        C  \n",
       "2  STON/O2. 3101282   7.9250     0        S  \n",
       "3            113803  53.1000  C123        S  \n",
       "4            373450   8.0500     0        S  \n",
       "5            330877   8.4583     0        Q  \n",
       "6             17463  51.8625   E46        S  \n",
       "7            349909  21.0750     0        S  \n",
       "8            347742  11.1333     0        S  \n",
       "9            237736  30.0708     0        C  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert sex attribute to category data so that we can used in algorithm latter.\n",
    "data['Sex'] = data['Sex'].apply(lambda s:1 if s == 'male' else 0)\n",
    "\n",
    "# handling the missing value with 0\n",
    "data = data.fillna(0)\n",
    "data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.4583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51.8625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>21.0750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>11.1333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0708</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sex   Age  Pclass  SibSp  Parch     Fare\n",
       "0    1  22.0       3      1      0   7.2500\n",
       "1    0  38.0       1      1      0  71.2833\n",
       "2    0  26.0       3      0      0   7.9250\n",
       "3    0  35.0       1      1      0  53.1000\n",
       "4    1  35.0       3      0      0   8.0500\n",
       "5    1   0.0       3      0      0   8.4583\n",
       "6    1  54.0       1      0      0  51.8625\n",
       "7    1   2.0       3      3      1  21.0750\n",
       "8    0  27.0       3      0      2  11.1333\n",
       "9    0  14.0       2      1      0  30.0708"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train= data[['Sex', 'Age', 'Pclass', 'SibSp', 'Parch', 'Fare']]\n",
    "X_train.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = X_train.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1\n",
       "1    0\n",
       "2    0\n",
       "3    0\n",
       "4    1\n",
       "5    1\n",
       "6    1\n",
       "7    1\n",
       "8    0\n",
       "9    0\n",
       "Name: Deceased, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Deceased'] = data['Survived'].apply(lambda s:int(not s))\n",
    "data['Deceased'].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train= data[['Deceased', 'Survived']].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 0],\n",
       "       [0, 1],\n",
       "       [0, 1],\n",
       "       ...,\n",
       "       [1, 0],\n",
       "       [0, 1],\n",
       "       [1, 0]], dtype=int64)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "X_train = sc.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# construct a tree \n",
    "from sklearn import tree\n",
    "\n",
    "clf = tree.DecisionTreeClassifier(criterion='entropy', random_state = 0)\n",
    "clf = clf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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       "<!-- 4&#45;&gt;5 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-1718.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[1] &lt;= 0.097</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"500.5\" y=\"-1718.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[1] &lt;= 0.751</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"160.5\" y=\"-1599.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[5] &lt;= &#45;0.372</text>\r\n",
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       "<!-- 7&#45;&gt;8 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-1599.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[5] &lt;= &#45;0.297</text>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-1584.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 1.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"315.5\" y=\"-1569.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 4</text>\r\n",
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       "<!-- 7&#45;&gt;11 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"47.5\" y=\"-1473.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 1.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"47.5\" y=\"-1458.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"160.5\" y=\"-1473.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"160.5\" y=\"-1458.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 5</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"273.5\" y=\"-1473.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"273.5\" y=\"-1458.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<!-- 11&#45;&gt;12 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"386.5\" y=\"-1473.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"386.5\" y=\"-1458.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"386.5\" y=\"-1443.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [[0, 2]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"439.5\" y=\"-1592.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"561.5\" y=\"-1569.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 19</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1471.5\" y=\"-1956.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[3] &lt;= 1.794</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1639.5\" y=\"-1926.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 60</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1471.5\" y=\"-1815.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1471.5\" y=\"-1785.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">[2, 0]]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1202.5\" y=\"-1718.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[5] &lt;= &#45;0.368</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1202.5\" y=\"-1703.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.926</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1331.5\" y=\"-1711.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1331.5\" y=\"-1696.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 14</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"956.5\" y=\"-1465.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.881</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"787.5\" y=\"-885.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[5] &lt;= &#45;0.493</text>\r\n",
       "<text text-anchor=\"middle\" x=\"787.5\" y=\"-870.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.371</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1023.5\" y=\"-863.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1142.5\" y=\"-885.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[1] &lt;= &#45;0.017</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1142.5\" y=\"-870.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.811</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1086.5\" y=\"-759.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1086.5\" y=\"-744.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1086.5\" y=\"-729.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [[3, 0]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1199.5\" y=\"-759.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1199.5\" y=\"-744.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1544.5\" y=\"-1331.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 16</text>\r\n",
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       "<!-- 87&#45;&gt;88 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1669.5\" y=\"-997.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1669.5\" y=\"-982.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1494.5\" y=\"-863.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1607.5\" y=\"-863.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<!-- 101&#45;&gt;102 -->\r\n",
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       "<!-- 101&#45;&gt;107 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1784.5\" y=\"-1108.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.722</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4226.5\" y=\"-1696.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4704.5\" y=\"-2075.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[1] &lt;= 1.66</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4699.5\" y=\"-1718.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[5] &lt;= &#45;0.032</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4699.5\" y=\"-1703.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.982</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4699.5\" y=\"-1599.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[1] &lt;= 0.239</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4699.5\" y=\"-1569.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 11</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4825.5\" y=\"-1599.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[5] &lt;= 7.001</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4825.5\" y=\"-1584.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.959</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4825.5\" y=\"-1569.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 84</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4699.5\" y=\"-1480.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[5] &lt;= &#45;0.039</text>\r\n",
       "<text text-anchor=\"middle\" x=\"4699.5\" y=\"-1465.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.971</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4589.5\" y=\"-1339.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4481.5\" y=\"-878.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4594.5\" y=\"-885.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[1] &lt;= 1.12</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4482.5\" y=\"-759.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4595.5\" y=\"-759.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">entropy = 0.0</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"4707.5\" y=\"-863.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 4</text>\r\n",
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      "text/plain": [
       "<graphviz.files.Source at 0x28aaa22ba58>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# output a graph of tree\n",
    "import graphviz\n",
    "dot_data = tree.export_graphviz(clf, out_file=None)\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import test data\n",
    "\n",
    "test_data = pd.read_csv('./data/test.csv')\n",
    "test_data = test_data.fillna(0)\n",
    "test_data['Sex'] = test_data['Sex'].apply(lambda s:1 if s == 'male' else 0)\n",
    "X_test = test_data[['Sex', 'Age', 'Pclass', 'SibSp', 'Parch', 'Fare']].values\n",
    "X_test = sc.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "pred = np.argmax(clf.predict(X_test),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 1 1 0 0 1 0 0 1 0\n",
      " 1 0 0 0 0 0 1 0 0 0 1 0 1 1 1 1 0 0 0 0 0 1 1 1 1 0 1 0 0 0 0 0 0 0 0 0 0\n",
      " 1 1 1 1 0 0 1 1 1 1 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0\n",
      " 0 0 1 0 0 1 0 0 1 1 1 1 1 1 1 0 0 1 1 0 1 0 0 0 0 0 1 1 1 0 1 1 0 0 1 0 1\n",
      " 0 1 1 0 0 0 0 1 0 0 0 1 0 0 0 1 1 0 1 0 0 1 0 1 0 1 0 0 1 0 0 1 0 1 0 1 0\n",
      " 1 1 1 0 0 1 0 0 0 1 0 0 0 0 0 1 1 1 1 1 1 0 0 0 1 1 1 0 1 0 1 0 0 0 0 0 1\n",
      " 0 0 0 1 1 0 0 0 0 0 0 1 0 1 1 0 1 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0\n",
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      " 0 1 1 1 1 0 0 1 0 0 0]\n"
     ]
    }
   ],
   "source": [
    "print(pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "submission = pd.DataFrame({\"PassengerId\":test_data['PassengerId'], \n",
    "                           \"Survived\":pred})\n",
    "submission.to_csv(\"submission_DecisionTree.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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